Traditional traffic monitoring frameworks fall short in their ability to gather in-depth data on vehicle characteristics, leading to obstacles in effective traffic management and insightful analysis. The lack of capabilities for real-time, precise vehicle detection and analysis plays a significant role in causing road congestion, elevating accident frequencies, and resulting in inefficient traffic control. Such an innovative system is essential, not just for streamlining traffic and enhancing road safety, but also for mitigating environmental impact by improving traffic flow and decreasing pollution levels.